...-Agnostic Explanations (LIME) would provide deeper insights into material properties. Finally, integrating these models into real-time monitoring systems could enable adaptive control during hot deformation processes. The current research is centered on the application of diverse supervised ML...

... in a commercially pure aluminum (AA1070). The effects of temperature and strain rate on the hot deformation behavior were represented by Zener–Hollomon parameter including Arrhenius term. The results show that the hardening rate and flow stress are evidently affected by both deformation temperature and strain rate...

... microstructure, the study of their hot deformation characteristics is highly desired. The aim of the present work is to investigate the effects of strain rate on the high temperature flow behavior, dynamic recrystallization (DRX) and the microstructural evolution of a grade of TWIP steels (with 29 wt % Mn...

...Sumantra Mandal; P. V. Sivaprasad; S. Venugopal A model is developed to predict the constitutive flow behavior of as cast 304 stainless steel during hot deformation using artificial neural network (ANN). The inputs of the neural network are strain, strain rate, and temperature, whereas flow stress...

...Y. V. R. K. Prasad; K. P. Rao Processing map for the hot deformation of high purity oxygen free high conductivity (OFHC) copper ( 2 ppm oxygen) has been developed in the temperature range 600 - 950 ° C and strain rate range 0.001 - 100 s − 1 . The map is compared with those published earlier...